The Art of Data-Driven Business: Transform your organization into a data-driven one with the power of Python machine learning
暫譯: 數據驅動商業的藝術:利用 Python 機器學習將您的組織轉型為數據驅動型企業

Palacio, Alan Bernardo

商品描述

Learn how to make the right decisions for your business with the help of Python recipes and the expertise of data leaders


Key Features:

  • Learn and practice various clustering techniques to gather market insights
  • Explore real-life use cases from the business world to contextualize your learning
  • Work your way through practical recipes that will reinforce what you have learned


Book Description:

One of the most valuable contributions of data science is toward helping businesses make the right decisions. Understanding this complicated confluence of two disparate worlds, as well as a fiercely competitive market, calls for all the guidance you can get.

The Art of Data-Driven Business is your invaluable guide to gaining a business-driven perspective, as well as leveraging the power of machine learning (ML) to guide decision-making in your business. This book provides a common ground of discussion for several profiles within a company.

You'll begin by looking at how to use Python and its many libraries for machine learning. Experienced data scientists may want to skip this short introduction, but you'll soon get to the meat of the book and explore the many and varied ways ML with Python can be applied to the domain of business decisions through real-world business problems that you can tackle by yourself. As you advance, you'll gain practical insights into the value that ML can provide to your business, as well as the technical ability to apply a wide variety of tried-and-tested ML methods.

By the end of this Python book, you'll have learned the value of basing your business decisions on data-driven methodologies and have developed the Python skills needed to apply what you've learned in the real world.


What You Will Learn:

  • Create effective dashboards with the seaborn library
  • Predict whether a customer will cancel their subscription to a service
  • Analyze key pricing metrics with pandas
  • Recommend the right products to your customers
  • Determine the costs and benefits of promotions
  • Segment your customers using clustering algorithms


Who this book is for:

This book is for data scientists, machine learning engineers and developers, data engineers, and business decision makers who want to apply data science for business process optimization and develop the skills needed to implement data science projects in marketing, sales, pricing, customer success, ad tech, and more from a business perspective. Other professionals looking to explore how data science can be used to improve business operations, as well as individuals with technical skills who want to back their technical proposal with a strong business case will also find this book useful.

商品描述(中文翻譯)

學習如何利用 Python 食譜和數據領導者的專業知識為您的業務做出正確的決策

主要特點:


  • 學習和實踐各種聚類技術以獲取市場洞察

  • 探索來自商業世界的實際案例以幫助您理解學習內容

  • 通過實用的食譜來加強您所學的知識

書籍描述:
數據科學最有價值的貢獻之一是幫助企業做出正確的決策。理解這兩個截然不同的世界以及激烈競爭的市場的複雜交匯,需要您獲得所有可能的指導。

《數據驅動的商業藝術》是您獲得商業驅動視角的寶貴指南,並利用機器學習(ML)的力量來指導您業務中的決策。這本書為公司內部的多個角色提供了共同的討論基礎。

您將首先了解如何使用 Python 及其眾多機器學習庫。經驗豐富的數據科學家可能會想跳過這個簡短的介紹,但您很快就會進入書籍的核心,探索 Python 在商業決策領域中應用機器學習的多種方式,並通過您可以獨自解決的實際商業問題來進行實踐。隨著進展,您將獲得有關機器學習為您的業務提供的價值的實用見解,以及應用各種經過驗證的機器學習方法的技術能力。

在這本 Python 書籍結束時,您將學會基於數據驅動的方法論來做出業務決策的價值,並發展出在現實世界中應用所學知識所需的 Python 技能。

您將學到的內容:


  • 使用 seaborn 庫創建有效的儀表板

  • 預測客戶是否會取消他們的服務訂閱

  • 使用 pandas 分析關鍵定價指標

  • 向客戶推薦合適的產品

  • 確定促銷的成本和收益

  • 使用聚類算法對客戶進行細分

本書適合誰:
本書適合數據科學家、機器學習工程師和開發人員、數據工程師以及希望應用數據科學進行業務流程優化的商業決策者,並發展在市場營銷、銷售、定價、客戶成功、廣告技術等領域實施數據科學項目所需的技能。其他希望探索數據科學如何改善業務運營的專業人士,以及希望用強有力的商業案例支持其技術提案的技術人員,也會發現這本書非常有用。